{"cells":[{"cell_type":"code","execution_count":7,"id":"5af540b5-b0cf-4a3e-8b94-e2c38ac531e1","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5af540b5-b0cf-4a3e-8b94-e2c38ac531e1","outputId":"f4bc6cec-82a9-4d40-8d0c-f466c052f1cf","executionInfo":{"status":"ok","timestamp":1755379921905,"user_tz":300,"elapsed":7877,"user":{"displayName":"Mike Burnham","userId":"16754915640045155853"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: transformers in /usr/local/lib/python3.11/dist-packages (4.55.2)\n","Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from transformers) (3.18.0)\n","Requirement already satisfied: huggingface-hub<1.0,>=0.34.0 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.34.4)\n","Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.11/dist-packages (from transformers) (2.0.2)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from transformers) (25.0)\n","Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.11/dist-packages (from transformers) (6.0.2)\n","Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.11/dist-packages (from transformers) (2024.11.6)\n","Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from transformers) (2.32.3)\n","Requirement already satisfied: tokenizers<0.22,>=0.21 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.21.4)\n","Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.6.2)\n","Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.11/dist-packages (from transformers) (4.67.1)\n","Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.11/dist-packages (from huggingface-hub<1.0,>=0.34.0->transformers) (2025.3.0)\n","Requirement already satisfied: 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/usr/local/lib/python3.11/dist-packages (from datasets) (3.18.0)\n","Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.11/dist-packages (from datasets) (2.0.2)\n","Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.11/dist-packages (from datasets) (18.1.0)\n","Requirement already satisfied: dill<0.3.9,>=0.3.0 in /usr/local/lib/python3.11/dist-packages (from datasets) (0.3.8)\n","Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (from datasets) (2.2.2)\n","Requirement already satisfied: requests>=2.32.2 in /usr/local/lib/python3.11/dist-packages (from datasets) (2.32.3)\n","Requirement already satisfied: tqdm>=4.66.3 in /usr/local/lib/python3.11/dist-packages (from datasets) (4.67.1)\n","Requirement already satisfied: xxhash in /usr/local/lib/python3.11/dist-packages (from datasets) (3.5.0)\n","Requirement already satisfied: multiprocess<0.70.17 in /usr/local/lib/python3.11/dist-packages (from datasets) 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(1.1.7)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests>=2.32.2->datasets) (3.4.3)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests>=2.32.2->datasets) (3.10)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests>=2.32.2->datasets) (2.5.0)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests>=2.32.2->datasets) (2025.8.3)\n","Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas->datasets) (2.9.0.post0)\n","Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas->datasets) (2025.2)\n","Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas->datasets) (2025.2)\n","Requirement already satisfied: aiohappyeyeballs>=2.5.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets) (2.6.1)\n","Requirement already satisfied: aiosignal>=1.4.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets) (1.4.0)\n","Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets) (25.3.0)\n","Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets) (1.7.0)\n","Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets) (6.6.4)\n","Requirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets) (0.3.2)\n","Requirement already satisfied: yarl<2.0,>=1.17.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets) (1.20.1)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.17.0)\n"]}],"source":["import pandas as pd\n","!pip install --upgrade transformers\n","from transformers import pipeline\n","!pip install datasets\n","from datasets import load_dataset\n","import time\n","import torch"]},{"cell_type":"code","execution_count":8,"id":"5a321295-3413-43f9-a205-894673015490","metadata":{"id":"5a321295-3413-43f9-a205-894673015490","executionInfo":{"status":"ok","timestamp":1755379923729,"user_tz":300,"elapsed":1812,"user":{"displayName":"Mike Burnham","userId":"16754915640045155853"}}},"outputs":[],"source":["ds = load_dataset('mlburnham/Pol_NLI')\n","test = ds['test'].to_pandas()\n","ndocs = 5000\n","test = test.sample(ndocs, random_state = 1)\n","timings = []"]},{"cell_type":"markdown","id":"bf363b21-135f-4c5d-acb0-1b18368ee73d","metadata":{"id":"bf363b21-135f-4c5d-acb0-1b18368ee73d"},"source":["# DEBATE Base T4"]},{"cell_type":"code","source":["model = \"mlburnham/Political_DEBATE_DeBERTa_base_v1.1\"\n","pipe = pipeline(\"zero-shot-classification\", model = model, device = 0, batch_size = 32)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"z4LaJUYQCUz9","executionInfo":{"status":"ok","timestamp":1755379929417,"user_tz":300,"elapsed":5676,"user":{"displayName":"Mike Burnham","userId":"16754915640045155853"}},"outputId":"7ef90888-c430-498f-9190-4e9828f9283b"},"id":"z4LaJUYQCUz9","execution_count":9,"outputs":[{"output_type":"stream","name":"stderr","text":["Device set to use cuda:0\n"]}]},{"cell_type":"code","execution_count":10,"id":"e2724c95-ba78-44a3-b77f-9c9ebd20cd2b","metadata":{"scrolled":true,"colab":{"base_uri":"https://localhost:8080/"},"id":"e2724c95-ba78-44a3-b77f-9c9ebd20cd2b","executionInfo":{"status":"ok","timestamp":1755380020897,"user_tz":300,"elapsed":91471,"user":{"displayName":"Mike Burnham","userId":"16754915640045155853"}},"outputId":"548e46c6-16b6-4c0f-9f16-1f909e753de0"},"outputs":[{"output_type":"stream","name":"stdout","text":["Elapsed time: 91.40 seconds\n"]}],"source":["start_time = time.time()\n","res = pipe(list(test['premise']), 'This text is about politics.', hypothesis_template='{}', multi_label=False)\n","end_time = time.time()\n","elapsed_time = end_time - start_time\n","print(f\"Elapsed time: {elapsed_time:.2f} seconds\")"]},{"cell_type":"code","execution_count":11,"id":"fc0814a7-7b6a-411f-b0a9-c5938fcc45dd","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fc0814a7-7b6a-411f-b0a9-c5938fcc45dd","executionInfo":{"status":"ok","timestamp":1755380020898,"user_tz":300,"elapsed":15,"user":{"displayName":"Mike Burnham","userId":"16754915640045155853"}},"outputId":"0c5f2ff0-628e-49ca-9313-4b81160d9a70"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["54.701648432466506"]},"metadata":{},"execution_count":11}],"source":["ndocs/elapsed_time"]},{"cell_type":"code","source":["res_base = {\n","        'Model': model.split('/')[-1],\n","        'Hardware': 'T4',\n","        'Time': elapsed_time,\n","        'DPS': ndocs/elapsed_time,\n","    }\n","\n","timings.append(res_base)"],"metadata":{"id":"9dYHmGKnyJFB","executionInfo":{"status":"ok","timestamp":1755380020898,"user_tz":300,"elapsed":10,"user":{"displayName":"Mike Burnham","userId":"16754915640045155853"}}},"id":"9dYHmGKnyJFB","execution_count":12,"outputs":[]},{"cell_type":"markdown","id":"ee676f3e-e269-4a00-aeb8-065daefbaee2","metadata":{"id":"ee676f3e-e269-4a00-aeb8-065daefbaee2"},"source":["# DEBATE Large T4"]},{"cell_type":"code","execution_count":13,"id":"f0e3e3b2-159b-43ef-8ba9-c5bc7cca9425","metadata":{"scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":162,"referenced_widgets":["c3bbfbd0affa4fb3b30a3a7a19e64026","4fa8bbc0a3314790b8666d42f0d64d24","b6202c3e47ef4ce6bcd0facd773620c8","1c925fb8ae1a4cbfb70949c52f9d2134","fe7aaf70929147cf95d46ad7511f1874","03a7672b18e345308dc4dacb5b196ad8","fb05d4eaf09a475b8048ad6052b78bfb","410aff76356f4d1eaa79a13491af5137","2fee638c1e7f4174b0209cf248637767","89d9cc714be14d6a97db3ea77d975203","acddf6ccaa4742e08ccc3af70cdae58a","46a02362d60b43e29e9c68b14f3b1cf1","9afb9cc0a3c446768e9dda3c5426353d","ab18472dd4b548b09023a45cf2e4b162","ee5f3df223c646edb0e9eda9f1622f44","385c8284857248a5ba50d572b750169c","334166a3dfd342369306cea1b9651684","0be578ac679847b482fc290e4023651f","63f6241186c34abfbb3ce1999489cf78","40f5c6efc0264421b792a211b992ee7d","68659e4ece3141c6a36d55a8d7837b19","95becc10286b415b94f3f97d1bc83bc3","8192467d160849968bc05bbe22c05e5f","5392434ba35143c193c9e6ca73eb2253","870a7bac3bff4faa887067df5de86866","1edc702e0dbf435c8b2e01a61580433b","47fffaa4559a4f409c08ce7ad2b10f7d","f48c8bdc78c0468194278288ef8c59b3","6f894893050f45df9bdb57d3157f3981","3baade77b7b6405baf8cafca3b51fe1c","f74e84803cbb42f0b36bd5c457dbddb5","97f19abb28654653bee3653b50065769","b9d59fcaa1d3446d83ed10f5855058a5","bedd72fb2f2148a7b50f0e4a42696ce8","5529cada4484492cae4226c2855fed92","997119b5ea7c43c58dda35e10160b58e","8220408476d248e6b6997df4ea863001","8c6252db2b6e4508a589aca373a4cc76","1d5e34d6e2524dd392b00199fb6ad2a0","fa57129842004ff3bc257b29123af84e","6c3e1f5a6a3b457badd720f3c4b42a0b","e1d76c6f837041788bbc9c98dd670d97","2aea6e998fa74ffda674480653e71740","c12f917eb99b4affbbcd8ffaef352e39"]},"id":"f0e3e3b2-159b-43ef-8ba9-c5bc7cca9425","executionInfo":{"status":"ok","timestamp":1755380058757,"user_tz":300,"elapsed":37866,"user":{"displayName":"Mike Burnham","userId":"16754915640045155853"}},"outputId":"d3deafa0-1584-4514-8e97-46b024f8879e"},"outputs":[{"output_type":"display_data","data":{"text/plain":["model.safetensors:   0%|          | 0.00/1.74G [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"c3bbfbd0affa4fb3b30a3a7a19e64026"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["tokenizer_config.json: 0.00B [00:00, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"46a02362d60b43e29e9c68b14f3b1cf1"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["tokenizer.json: 0.00B [00:00, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8192467d160849968bc05bbe22c05e5f"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["special_tokens_map.json:   0%|          | 0.00/970 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"bedd72fb2f2148a7b50f0e4a42696ce8"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["Device set to use cuda:0\n"]}],"source":["model = \"mlburnham/Political_DEBATE_DeBERTa_large_v1.1\"\n","pipe = pipeline(\"zero-shot-classification\", model = model, device = 0, batch_size = 32)"]},{"cell_type":"code","execution_count":14,"id":"1ab5059c-485c-4281-9612-ed09624399db","metadata":{"id":"1ab5059c-485c-4281-9612-ed09624399db","outputId":"1c52db4b-5ea0-4571-bcf0-f325b0ac29e2","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1755380330719,"user_tz":300,"elapsed":271947,"user":{"displayName":"Mike Burnham","userId":"16754915640045155853"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Elapsed time: 271.90 seconds\n"]}],"source":["start_time = time.time()\n","res = pipe(list(test['premise']), 'This text is about politics.', hypothesis_template='{}', multi_label=False)\n","end_time = time.time()\n","elapsed_time = end_time - start_time\n","print(f\"Elapsed time: {elapsed_time:.2f} seconds\")"]},{"cell_type":"code","execution_count":15,"id":"0a8684be-dfb7-4502-9247-0240d73969ac","metadata":{"id":"0a8684be-dfb7-4502-9247-0240d73969ac","outputId":"27195826-0d21-4ccf-ae1f-08de7e28e028","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1755380330738,"user_tz":300,"elapsed":22,"user":{"displayName":"Mike Burnham","userId":"16754915640045155853"}}},"outputs":[{"output_type":"execute_result","data":{"text/plain":["18.389063490587475"]},"metadata":{},"execution_count":15}],"source":["ndocs/elapsed_time"]},{"cell_type":"code","source":["res_large = {\n","        'Model': model.split('/')[-1],\n","        'Hardware': 'T4',\n","        'Time': elapsed_time,\n","        'DPS': ndocs/elapsed_time,\n","    }\n","\n","timings.append(res_large)\n","\n","t4 = pd.DataFrame(timings)\n","t4.to_csv('./t4_timings.csv', index = False)"],"metadata":{"id":"g8Sn-D43ytGB","executionInfo":{"status":"ok","timestamp":1755380330742,"user_tz":300,"elapsed":2,"user":{"displayName":"Mike Burnham","userId":"16754915640045155853"}}},"id":"g8Sn-D43ytGB","execution_count":16,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 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